Dr. Jesús Martí Gavilá. Departamento de Ingeniería Cartográfica, Geodesia y fotogrametría

PRÁCTICA 8

CURSO BÁSICO PYTHON: FOLIUM

Grado Tecnologías Interactivas | Tecnologías de la Información Geográfica

FOLIUM es una biblioteca de visualización de Python que se desarrolló con el único fin de visualizar datos geoespaciales. Es una biblioteca completamente gratuita.

Tabla de Contenido

• Acerca de los conjuntos de datos (DataFrame)
• Mapa Puntual
• Mapa de calor
• Mapa de calor con función tiempo
• Tareas a realizar

Base de datos: https://datos.madrid.es/portal/site/egob

Documentación: https://python-visualization.github.io/folium/

Alumnos:

Sento Marcos Ibarra

Estudio de la accidentalidad de la ciudad de Madrid mediante mapa de calor y puntual.

Caso de estudio

Crear un mapa de calor y puntual de los accidentes originados por vehiculos y bicicletas en el año 2022

CREACION BASE DE DATOS ESTUDIO

# Librerias necesarias
import openpyxl
import pandas as pd
import numpy as np
import folium
from folium import plugins
import webbrowser
from pyproj import Transformer

# Creamos la Base de datos
base_datos= pd.read_excel('2022_Accidentalidad.xlsx')
base_datos.head(5)

	num_expediente	fecha	hora	localizacion	numero	cod_distrito	distrito	tipo_accidente	estado_meteorológico	tipo_vehiculo	tipo_persona	rango_edad	sexo	cod_lesividad	lesividad	coordenada_x_utm	coordenada_y_utm	positiva_alcohol	positiva_droga
0	2022S000001	2022-01-01	01:30:00	AVDA. ALBUFERA, 19	19	13	PUENTE DE VALLECAS	Alcance	Despejado	Turismo	Conductor	De 30 a 34 años	Mujer	NaN	NaN	443359.226	4472082.272	N	NaN
1	2022S000001	2022-01-01	01:30:00	AVDA. ALBUFERA, 19	19	13	PUENTE DE VALLECAS	Alcance	Despejado	Turismo	Conductor	De 45 a 49 años	Hombre	NaN	NaN	443359.226	4472082.272	N	NaN
2	2022S000002	2022-01-01	00:30:00	PLAZA. CANOVAS DEL CASTILLO / PASEO. PRADO	2	3	RETIRO	Colisión fronto-lateral	NaN	Motocicleta hasta 125cc	Conductor	De 30 a 34 años	Hombre	NaN	NaN	441155.351	4474129.588	S	NaN
3	2022S000002	2022-01-01	00:30:00	PLAZA. CANOVAS DEL CASTILLO / PASEO. PRADO	2	3	RETIRO	Colisión fronto-lateral	NaN	Motocicleta hasta 125cc	Pasajero	De 35 a 39 años	Mujer	NaN	NaN	441155.351	4474129.588	N	NaN
4	2022S000002	2022-01-01	00:30:00	PLAZA. CANOVAS DEL CASTILLO / PASEO. PRADO	2	3	RETIRO	Colisión fronto-lateral	NaN	Turismo	Conductor	De 40 a 44 años	Hombre	NaN	NaN	441155.351	4474129.588	N	NaN

Preparación Base de datos

print(base_datos.dtypes) # imprime el tipo de campo
print("Numero de registros =" , len( base_datos)) # imprime el tamaño de la base de datos

num_expediente                  object
fecha                   datetime64[ns]
hora                            object
localizacion                    object
numero                          object
cod_distrito                     int64
distrito                        object
tipo_accidente                  object
estado_meteorológico            object
tipo_vehiculo                   object
tipo_persona                    object
rango_edad                      object
sexo                            object
cod_lesividad                  float64
lesividad                       object
coordenada_x_utm               float64
coordenada_y_utm               float64
positiva_alcohol                object
positiva_droga                 float64
dtype: object
Numero de registros = 47053

# Elimina los registros en blanco en los campos de coordenadas
accidentes_df = base_datos.dropna(subset=['coordenada_x_utm', 'coordenada_y_utm'])

Transformación de coordenadas

La geolocalización en el fichero de accidentes del ayuntamiento de Madrid se realiza con coordenadas UTM ETRS89 en el Huso 30. Para representar coordenadas en FOLIUM se necesitan coordenadas geográficas ETRS89

# Establecer los sistemas de transformación epsg:xxxx de entrada y epsg:yyyyy de salida
transformacion = Transformer.from_crs('epsg:25830','epsg:4258',always_xy=True) 
puntos = list(zip(accidentes_df.coordenada_x_utm,accidentes_df.coordenada_y_utm)) # Crea una lista con todos los puntos

# Se recomienda trabajar con una copia independiente
accidentes_df = accidentes_df.copy()
coorgeo = np.array(list(transformacion.itransform(puntos)))
accidentes_df.loc[:,'longitud'] = coorgeo[:,0]
accidentes_df.loc[:,'latitud'] = coorgeo[:,1]

accidentes_df.head()

	num_expediente	fecha	hora	localizacion	numero	cod_distrito	distrito	tipo_accidente	estado_meteorológico	tipo_vehiculo	...	rango_edad	sexo	cod_lesividad	lesividad	coordenada_x_utm	coordenada_y_utm	positiva_alcohol	positiva_droga	longitud	latitud
0	2022S000001	2022-01-01	01:30:00	AVDA. ALBUFERA, 19	19	13	PUENTE DE VALLECAS	Alcance	Despejado	Turismo	...	De 30 a 34 años	Mujer	NaN	NaN	443359.226	4472082.272	N	NaN	-3.667437	40.39742
1	2022S000001	2022-01-01	01:30:00	AVDA. ALBUFERA, 19	19	13	PUENTE DE VALLECAS	Alcance	Despejado	Turismo	...	De 45 a 49 años	Hombre	NaN	NaN	443359.226	4472082.272	N	NaN	-3.667437	40.39742
2	2022S000002	2022-01-01	00:30:00	PLAZA. CANOVAS DEL CASTILLO / PASEO. PRADO	2	3	RETIRO	Colisión fronto-lateral	NaN	Motocicleta hasta 125cc	...	De 30 a 34 años	Hombre	NaN	NaN	441155.351	4474129.588	S	NaN	-3.693594	40.41571
3	2022S000002	2022-01-01	00:30:00	PLAZA. CANOVAS DEL CASTILLO / PASEO. PRADO	2	3	RETIRO	Colisión fronto-lateral	NaN	Motocicleta hasta 125cc	...	De 35 a 39 años	Mujer	NaN	NaN	441155.351	4474129.588	N	NaN	-3.693594	40.41571
4	2022S000002	2022-01-01	00:30:00	PLAZA. CANOVAS DEL CASTILLO / PASEO. PRADO	2	3	RETIRO	Colisión fronto-lateral	NaN	Turismo	...	De 40 a 44 años	Hombre	NaN	NaN	441155.351	4474129.588	N	NaN	-3.693594	40.41571

5 rows × 21 columns

Selección de registros base de datos

print(accidentes_df["tipo_persona"].unique())

['Conductor' 'Pasajero' 'Peatón']

# Crear una nueva Dataframe que cumple las condiciones establecidas
acci_conductor = accidentes_df.loc[(accidentes_df['tipo_persona']=='Conductor')] 
                          
# si quisieramos introduccir más condicionantes --- & (accidentes_df['tipo_vehiculo']=='Turismo')& (accidentes_df['rango_edad']=='De 18 a 20 años')]

Mapa Puntual (MarkerCluster)

Los mapas puntuales permiten plasmar variables georeferenciadas, para un mejor entendimiento por parte del usuario de la distribucción de los mismas.

Diferentes plugins de Folium: https://python-visualization.github.io/folium/plugins.html

Iconos con prefijo 'fa': https://fontawesome.com/v5.15/icons?d=gallery&p=2&m=free

print(accidentes_df["tipo_vehiculo"].unique())

['Turismo' 'Motocicleta hasta 125cc' 'Motocicleta > 125cc' 'Furgoneta'
 'Camión rígido' 'Todo terreno' 'Bicicleta EPAC (pedaleo asistido)'
 'VMU eléctrico' 'Maquinaria de obras' 'Ciclomotor' 'Autobús articulado'
 'Vehículo articulado' nan 'Otros vehículos con motor' 'Autocaravana'
 'Autobús' 'Tractocamión' 'Bicicleta' 'Cuadriciclo ligero'
 'Sin especificar' 'Autobús articulado EMT' 'Autobus EMT'
 'Cuadriciclo no ligero' 'Camión de bomberos' 'Ambulancia SAMUR' 'Ciclo'
 'Moto de tres ruedas > 125cc' 'Ciclomotor de dos ruedas L1e-B'
 'Moto de tres ruedas hasta 125cc' 'Semiremolque' 'Patinete no eléctrico'
 'Remolque' 'Otros vehículos sin motor']

# Crear el mapa base donde representar
mapa_accidentes = folium.Map(location=(40.43,-3.65), tiles = 'OpenStreetMap', zoom_start = 12)

# Crear diferentes dataframes, con tipo _persona= Conductor y Vehiculos= Turismo y Bicicleta
coche_df=acci_conductor.loc[(acci_conductor['tipo_vehiculo']=='Turismo')] 
bici_df=acci_conductor.loc[(acci_conductor['tipo_vehiculo']=='Bicicleta')]

# crear un objeto de grupo de marcas para los incidentes en el DataFrame
coches = plugins.MarkerCluster( name="Accidentes_coche",).add_to(mapa_accidentes)
bicis = plugins.MarkerCluster( name="Accidentes_bicis",).add_to(mapa_accidentes)

# procesar el DataFrame y agregar cada punto de datos al grupo de marcas creado anteriormente
for lat, lng, label, in zip(coche_df.latitud, coche_df.longitud, coche_df['num_expediente']): #dos formas diferentes de llamar a un campo
    folium.Marker(
        location=[lat, lng],
        icon=folium.Icon(color="orange", icon="car", prefix = 'fa'),
        popup=label,
        ).add_to(coches)

for lat, lng, label, in zip(bici_df.latitud, bici_df.longitud, bici_df['num_expediente']): #dos formas diferentes de llamar a un campo
    folium.Marker(
        location=[lat, lng],
        icon=folium.Icon(color="blue", icon="bicycle", prefix = 'fa'),
        popup=label,
        ).add_to(bicis)

#Añadir controles
folium.LayerControl().add_to(mapa_accidentes)
draw = plugins.Draw(export=True)
draw.add_to(mapa_accidentes)

#Muestra mapa
#mapa_accidentes

# Salvar WebMapping
mapa_accidentes.save("madrid_accidentes.html")
webbrowser.open_new_tab('madrid_accidentes.html')

True

Ubicación de contenedores vidrio y envases en Madrid. Mapa puntual.

'''
La base de datos es Contenedores_varios.csv, utilizamos ahora un fichero CSV
Es opcional colocar el tipo de separador y la codificación. Por defecto es , y UTF-8 peró hay ficheros csv
con formato sep=';', encoding = 'cp1252')
'''
contenedores_df = pd.read_csv('Contenedores_varios.csv', sep=';',low_memory = False)
contenedores_df.head()

	Código Interno del Situad	Tipo Contenedor	Modelo	Descripcion Modelo	Cantidad	Lote	Distrito	Barrio	Tipo Vía	Nombre	Número	COORDENADA X	COORDENADA Y	LONGITUD	LATITUD	DIRECCION
0	168755	ENVASES	NaN	Env 3200 CL	1.0	1	CENTRO	NaN	PLAZA	SALESAS	9.0	441062.99	4475052.45	-3.694768	40.424017	PLAZA SALESAS. 9
1	168755	VIDRIO	NaN	V 2200 CL VACRI	1.0	1	CENTRO	NaN	PLAZA	SALESAS	9.0	441062.99	4475052.45	-3.694768	40.424017	PLAZA SALESAS. 9
2	168753	VIDRIO	NaN	V 2200 CL	1.0	1	CENTRO	NaN	CALLE	MEJIA LEQUERICA	20.0	440680.69	4475502.55	-3.699317	40.428045	CALLE MEJIA LEQUERICA. 20
3	170313	RESTO	NaN	Res 800	1.0	1	FUENCARRAL-EL PARDO	NaN	CALLE	ISLA DE JAVA	55.0	441852.02	4482612.15	-3.686160	40.492174	CALLE ISLA DE JAVA. 55
4	169874	ENVASES	NaN	Env 800	1.0	1	FUENCARRAL-EL PARDO	NaN	AVENIDA	CARDENAL HERRERA ORIA	271.0	438643.32	4481240.57	-3.723888	40.479587	AVENIDA CARDENAL HERRERA ORIA. 271

print(contenedores_df["Tipo Contenedor"].unique())
print(contenedores_df.dtypes) # imprime el tipo de campo

['ENVASES' 'VIDRIO' 'RESTO' 'ORGANICA' 'PAPEL-CARTON']
Código Interno del Situad     object
Tipo Contenedor               object
Modelo                        object
Descripcion Modelo            object
Cantidad                     float64
Lote                           int64
Distrito                      object
Barrio                       float64
Tipo Vía                      object
Nombre                        object
Número                       float64
COORDENADA X                 float64
COORDENADA Y                 float64
LONGITUD                     float64
LATITUD                      float64
DIRECCION                     object
dtype: object

# Crear el mapa base donde representar
mapa_contenedores = folium.Map(location=(40.43,-3.65), tiles = 'OpenStreetMap', zoom_start = 12)

# Crear diferentes dataframes 
vidrio_df=contenedores_df.loc[(contenedores_df['Tipo Contenedor']=='VIDRIO')] 
envases_df=contenedores_df.loc[(contenedores_df['Tipo Contenedor']=='ENVASES')] 

# crear un objeto de grupo de marcas para los incidentes en el DataFrame
vidrio = plugins.MarkerCluster( name="Contenedores Vidrio").add_to(mapa_contenedores)
envases = plugins.MarkerCluster( name = 'Contenedores envases').add_to(mapa_contenedores)

# procesar el DataFrame y agregar cada punto de datos al grupo de marcas creado anteriormente
for lat, lng, label in zip(vidrio_df.LATITUD, vidrio_df.LONGITUD, vidrio_df['Descripcion Modelo']):
    folium.Marker(
        location=[lat, lng],
        icon=folium.Icon(color="green", icon="info-sign"),
        popup=label,
        ).add_to(vidrio)

for lat, lng, label in zip(envases_df.LATITUD, envases_df.LONGITUD, envases_df['Descripcion Modelo']):
    folium.Marker(
        location=[lat, lng],
        icon=folium.Icon(color="orange", icon="info-sign"),
        popup=label,
        ).add_to(envases)

# Añadir control de mapas
folium.LayerControl().add_to(mapa_contenedores)

#Muestra mapa
mapa_contenedores

# Crear mapas
# mapa_contenedores.save("madrid_contenedores.html")
# webbrowser.open_new_tab('madrid_contenedores.html')

Make this Notebook Trusted to load map: File -> Trust Notebook

Mapa de Calor (HeatMap)

Los mapas de calor, o heatmaps, son un tipo de representación dentro de de la simbología de mapas que nos permite mostrar al usuario los puntos calientes o conjuntos de datos más relevantes dentro de una nube de puntos. Con una combinación de opciones de simbología y datos cuantitativos provenientes de base de datos georeferenciadas, obtendras mapas que reflejan concentraciones o distribuciones espaciales de variables no continuas en el espacio.

# Utilizaremos el pluging HeatMap
# la lista de datos puede ser de 2 formas (Latitud, Longitud) o (Latitud, Longitud y Peso).
# Mapa de calor de accidentes de Madrid
mapa_calor = folium.Map(location=(40.43,-3.65), tiles = 'cartodb positron', zoom_start = 12)
plugins.HeatMap(data=acci_conductor[['latitud', 'longitud']], radius=15, use_local_extrema=True, name="Mapa de calor").add_to(mapa_calor)
folium.LayerControl().add_to(mapa_calor)
mapa_calor

Make this Notebook Trusted to load map: File -> Trust Notebook

# publicar el mapa
mapa_calor.save("heatmap_acci.html")
webbrowser.open_new_tab('heatmap_acci.html') #Abre el HTML en una ventana del navegador

True

Mapa de calor con evolución en el tiempo (HeatMapWithTime)

Este plugin nos permite generar mapas de calor de diferentes periodos de tiempo especificados y representarlos mediante automatizacion con un play que nos permite represesentar la evolución del fenómeno

# Crear una nueva Dataframe que cumpla unas determinadas condiciones
acci_df=accidentes_df.loc[(accidentes_df['tipo_persona']=='Conductor') & (accidentes_df['tipo_vehiculo']=='Turismo')]

# Crear un campo en el Dataframe con el valor del mes extraido de la fecha
import datetime
mes = pd.DatetimeIndex(acci_df['fecha']).month 
acci_df = acci_df.assign(mes = mes)  
acci_df.head()

	num_expediente	fecha	hora	localizacion	numero	cod_distrito	distrito	tipo_accidente	estado_meteorológico	tipo_vehiculo	...	sexo	cod_lesividad	lesividad	coordenada_x_utm	coordenada_y_utm	positiva_alcohol	positiva_droga	longitud	latitud	mes
0	2022S000001	2022-01-01	01:30:00	AVDA. ALBUFERA, 19	19	13	PUENTE DE VALLECAS	Alcance	Despejado	Turismo	...	Mujer	NaN	NaN	443359.226	4472082.272	N	NaN	-3.667437	40.397420	1
1	2022S000001	2022-01-01	01:30:00	AVDA. ALBUFERA, 19	19	13	PUENTE DE VALLECAS	Alcance	Despejado	Turismo	...	Hombre	NaN	NaN	443359.226	4472082.272	N	NaN	-3.667437	40.397420	1
4	2022S000002	2022-01-01	00:30:00	PLAZA. CANOVAS DEL CASTILLO / PASEO. PRADO	2	3	RETIRO	Colisión fronto-lateral	NaN	Turismo	...	Hombre	NaN	NaN	441155.351	4474129.588	N	NaN	-3.693594	40.415710	1
7	2022S000004	2022-01-01	03:40:00	CALL. ALCALA / PLAZA. EISENHOWER	728	20	SAN BLAS-CANILLEJAS	Choque contra obstáculo fijo	Despejado	Turismo	...	Hombre	2.0	Ingreso inferior o igual a 24 horas	449693.925	4477837.552	N	NaN	-3.593250	40.449674	1
9	2022S000005	2022-01-01	04:30:00	AUTOV. A-42, +00500E	+00500E	12	USERA	Choque contra obstáculo fijo	Despejado	Turismo	...	Hombre	NaN	NaN	438952.303	4469985.021	S	NaN	-3.719162	40.378215	1

5 rows × 22 columns

# Generar lista para el slider del visualizador
lista_tiempo = ['Enero','Febrero','Marzo','Abril','Mayo', 'Junio', 'Julio', 'Agosto', 'Septiembre', 'Octubre', 'Noviembre','Diciembre']

lista_peso = [] # Crear una lista vacia
acci_df = acci_df.assign(peso = 1)  # crear un campo nuevo con valor por defecto 1

# Rellenar la lista con los campos (Latitud, Longitud y Peso) necesarios para HeatMap
for x in acci_df['mes'].sort_values().unique():
   lista_peso.append(acci_df.loc[acci_df['mes']==x,   # Agrupar los valores con latitud y longitud igual 
                  ['latitud','longitud','peso']].groupby(['latitud','longitud']).sum().reset_index().values.tolist())

print(lista_peso     )

[[[40.3313997866899, -3.714751009326987, 1.0], [40.33186454825793, -3.710183684853794, 1.0], [40.33397557600364, -3.7125745092758753, 1.0], [40.33498129284692, -3.695279764378348, 2.0], [40.33768324824523, -3.715403699281172, 2.0], [40.338102283226846, -3.709810167249936, 1.0], [40.33959358355342, -3.7064025884467644, 1.0], [40.34089340345841, -3.712143234568731, 2.0], [40.340974626121955, -3.704980348040892, 1.0], [40.341261708290354, -3.692724282838537, 4.0], [40.341649189684276, -3.6928405455813835, 1.0], [40.34357308268757, -3.702026911172522, 1.0], [40.3437698927299, -3.714769044316205, 2.0], [40.34414654503222, -3.7151906074403986, 1.0], [40.344248841875235, -3.701918469617324, 3.0], [40.34443139678639, -3.6929430602545175, 1.0], [40.344686266163095, -3.6936899756695865, 2.0], [40.34486026576901, -3.707463629506704, 2.0], [40.34492103167742, -3.7125549198009757, 1.0], [40.34496484715284, -3.6972260486131976, 2.0], [40.34511818560774, -3.691753600933707, 2.0], [40.345306886624535, 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[40.483727362592184, -3.6735824194332825, 2.0], [40.483733023644305, -3.678413586263919, 1.0], [40.48373767755225, -3.6997986109623144, 1.0], [40.48386445169708, -3.6995038984200996, 4.0], [40.48397217599602, -3.6787755482661244, 1.0], [40.483989870940896, -3.6707607003781835, 1.0], [40.484019603119066, -3.6763930724446428, 1.0], [40.48402105310409, -3.6778938851854353, 1.0], [40.484047713552705, -3.677500063946854, 1.0], [40.48407387731923, -3.6772768825352777, 1.0], [40.48407507528005, -3.677301518541212, 1.0], [40.484082228560695, -3.6772276949451834, 1.0], [40.484086225002564, -3.6705505328707857, 2.0], [40.48409189630861, -3.677167535946521, 1.0], [40.48411539576381, -3.6771268540666093, 2.0], [40.484133791408, -3.677173089440753, 2.0], [40.48413847887088, -3.676969619937146, 1.0], [40.48418975578044, -3.663027150865732, 1.0], [40.48422938193376, -3.707109506124419, 1.0], [40.484319904527, -3.690889646486999, 3.0], [40.484435957340104, -3.6744296602943005, 1.0], [40.48450437507563, -3.6874444336844454, 2.0], [40.48479149306152, -3.6959577252689644, 1.0], [40.484950040389535, -3.6970835132793667, 2.0], [40.48513664054495, -3.696698380383624, 2.0], [40.48526521670142, -3.646901295120191, 2.0], [40.48533458237618, -3.646929240318932, 1.0], [40.485508183889166, -3.7225112656639956, 1.0], [40.48561637827464, -3.646387374072532, 2.0], [40.485815728600684, -3.6605820230359494, 1.0], [40.48729585897271, -3.661025428194582, 2.0], [40.4874560248212, -3.696250356168466, 2.0], [40.487714954007565, -3.69523666991644, 1.0], [40.487829975395115, -3.6943728083293403, 2.0], [40.48830304355135, -3.6572671566510966, 1.0], [40.48835580985026, -3.754637792528701, 1.0], [40.48881241318811, -3.697043439876285, 1.0], [40.48900133887454, -3.7252430792151987, 1.0], [40.48917124019739, -3.6462516838470362, 2.0], [40.489341181808435, -3.721433140909881, 1.0], [40.489620416601795, -3.6427948159712407, 1.0], [40.48981727735479, -3.595321061491374, 2.0], [40.490034586410765, -3.7212676882598448, 2.0], [40.49035743102637, -3.6984812111972234, 3.0], [40.490806041023, -3.7159776515203577, 2.0], [40.49090855670909, -3.692092356296888, 2.0], [40.49176486042388, -3.6880435197666714, 1.0], [40.49185828201996, -3.691546931183921, 1.0], [40.49205446155758, -3.6533867010631735, 2.0], [40.4926282070825, -3.593625790096116, 2.0], [40.49267139878919, -3.6865625743921147, 1.0], [40.4928898453932, -3.6628655387602693, 1.0], [40.49302697892227, -3.716782130226046, 2.0], [40.49351289247138, -3.717146716794221, 2.0], [40.49521478617151, -3.718754789055277, 2.0], [40.49546730104484, -3.665894840998827, 2.0], [40.495660900438125, -3.6757075134234487, 2.0], [40.495764459350326, -3.7191539626708, 2.0], [40.49602275888048, -3.6670705859546575, 2.0], [40.4961508390026, -3.719509163121965, 2.0], [40.49643150941742, -3.6634512131951253, 1.0], [40.49676790070311, -3.714944541176251, 2.0], [40.496861540688165, -3.6674566193576985, 1.0], [40.496887366127844, -3.660608632827436, 2.0], [40.49690142716721, -3.7098740549863813, 2.0], [40.49699251201857, -3.723864881454244, 1.0], [40.49702574435839, -3.660386195716462, 1.0], [40.497189923659654, -3.6751462786005265, 2.0], [40.49814227204714, -3.692665595151212, 2.0], [40.49864670963826, -3.687363379595761, 1.0], [40.49972866565884, -3.6578115936815467, 1.0], [40.50026116946358, -3.658430996671283, 2.0], [40.50048399663736, -3.6698602327159047, 2.0], [40.50136490892169, -3.6720090574427005, 2.0], [40.501496153713774, -3.6961354736191456, 2.0], [40.50151388493528, -3.6477428584714446, 1.0], [40.50158423372491, -3.675751982087783, 2.0], [40.503149215610264, -3.7004266242537964, 1.0], [40.50396403402047, -3.697532900508773, 4.0], [40.50467871440424, -3.6654156883379723, 1.0], [40.50469793391393, -3.6981657561177137, 1.0], [40.50477715806408, -3.672604562858299, 1.0], [40.504786423027035, -3.665142182428656, 3.0], [40.5052767439619, -3.65616120075587, 2.0], [40.50620119709599, -3.6709370693016914, 1.0], [40.50870635312648, -3.6696630498161995, 2.0], [40.508889438091636, -3.6926186355303154, 3.0], [40.50901438788582, -3.6956922210032515, 1.0], [40.51236750975424, -3.6893786616703155, 3.0], [40.51818074896904, -3.6641760794815057, 2.0], [40.54867893333079, -3.703536386379104, 1.0], [40.560909765919114, -3.7113973318939832, 2.0]]]

# Generar el mapa
madrid_map = folium.Map(location=(40.43,-3.65), control_scale = True, tiles = "cartodb positron", zoom_start = 12)

# Ejecutar el pluging HeatMapWithTime
plugins.HeatMapWithTime(lista_peso, radius = 30, index = lista_tiempo,
                        auto_play = False, min_opacity = 0.5, max_opacity = 1, use_local_extrema=True, name="Accidentes_Turismo_2022").add_to(madrid_map)

# publica el mapa
folium.LayerControl().add_to(madrid_map)
madrid_map.save("madrid_acci.html")
webbrowser.open_new_tab('madrid_acci.html')

True

Mapa Dual (DualMap)

Este plugin nos permite en una misma ventana Html tener 2 mapas

Ubicación de contenedores vidrio y envases en Madrid. Mapa dual puntual.

'''
La base de datos es Contenedores_varios.csv, utilizamos ahora un fichero CSV
Es opcional colocar el tipo de separador y la codificación. Por defecto es , y UTF-8 peró hay ficheros csv
con formato sep=';', encoding = 'cp1252')
'''
contenedores_df = pd.read_csv('Contenedores_varios.csv', sep=';',low_memory = False)
contenedores_df.head()

	Código Interno del Situad	Tipo Contenedor	Modelo	Descripcion Modelo	Cantidad	Lote	Distrito	Barrio	Tipo Vía	Nombre	Número	COORDENADA X	COORDENADA Y	LONGITUD	LATITUD	DIRECCION
0	168755	ENVASES	NaN	Env 3200 CL	1.0	1	CENTRO	NaN	PLAZA	SALESAS	9.0	441062.99	4475052.45	-3.694768	40.424017	PLAZA SALESAS. 9
1	168755	VIDRIO	NaN	V 2200 CL VACRI	1.0	1	CENTRO	NaN	PLAZA	SALESAS	9.0	441062.99	4475052.45	-3.694768	40.424017	PLAZA SALESAS. 9
2	168753	VIDRIO	NaN	V 2200 CL	1.0	1	CENTRO	NaN	CALLE	MEJIA LEQUERICA	20.0	440680.69	4475502.55	-3.699317	40.428045	CALLE MEJIA LEQUERICA. 20
3	170313	RESTO	NaN	Res 800	1.0	1	FUENCARRAL-EL PARDO	NaN	CALLE	ISLA DE JAVA	55.0	441852.02	4482612.15	-3.686160	40.492174	CALLE ISLA DE JAVA. 55
4	169874	ENVASES	NaN	Env 800	1.0	1	FUENCARRAL-EL PARDO	NaN	AVENIDA	CARDENAL HERRERA ORIA	271.0	438643.32	4481240.57	-3.723888	40.479587	AVENIDA CARDENAL HERRERA ORIA. 271

print(contenedores_df["Tipo Contenedor"].unique())

['ENVASES' 'VIDRIO' 'RESTO' 'ORGANICA' 'PAPEL-CARTON']

# Crear el mapa dual dondce representar los elementos
mapa_dual = plugins.DualMap(location=[40.4, -3.65], tiles=None, zoom_start=20)

# map tiles
folium.TileLayer('OpenStreetMap').add_to(mapa_dual.m1)
folium.TileLayer('CartoDB Positron').add_to(mapa_dual.m2)

# Crear diferentes dataframes, con Tipo Contenedor= VIDRIO y ENVASES
vidrio_df=contenedores_df.loc[(contenedores_df['Tipo Contenedor']=='VIDRIO')] 
envases_df=contenedores_df.loc[(contenedores_df['Tipo Contenedor']=='ENVASES')] 

# crear un objeto de grupo de marcas para los diferentes contenedores en el DataFrame
vidrio = plugins.MarkerCluster( name="Contenedores Vidrio").add_to(mapa_dual.m1)
envases = plugins.MarkerCluster( name = 'Contenedores envases').add_to(mapa_dual.m2)

for lat, lng, label in zip(vidrio_df.LATITUD, vidrio_df.LONGITUD, vidrio_df['Descripcion Modelo']):
    folium.Marker(
        location=[lat, lng],
        icon=folium.Icon(color="green", icon="info-sign"),
        popup=label,
        ).add_to(vidrio)

for lat, lng, label in zip(envases_df.LATITUD, envases_df.LONGITUD, envases_df['Descripcion Modelo']):
    folium.Marker(
        location=[lat, lng],
        icon=folium.Icon(color="orange", icon="info-sign"),
        popup=label,
        ).add_to(envases)

# Añadir control de mapas
folium.LayerControl().add_to(mapa_dual)

# Crear mapas
mapa_dual.save("madrid_dual.html")
webbrowser.open_new_tab('madrid_dual.html')

True

TAREA 1

Realizar un webMap de la gestión de residuos en la ciudad de Madrid.

Crear capas diferenciadas: Mapa de calor de los residuos vidrio, Mapa de calor de los residuos envases y la ubicación de los contenedores diferenciados por el tipo de contenedor (vidrio, envases, papel, organico).

Guardar como: contenedores_"apellido alumno".html

# Librerias necesarias
import openpyxl
import pandas as pd
import numpy as np
import folium
from folium import plugins
import webbrowser
from pyproj import Transformer

#solo un webmap con lo solicitado por capas
# Abrir la base de datos Contenedores_varios.csv
contenedores_df = pd.read_csv('Contenedores_varios.csv', sep=';',low_memory = False)
contenedores_df.head()

	Código Interno del Situad	Tipo Contenedor	Modelo	Descripcion Modelo	Cantidad	Lote	Distrito	Barrio	Tipo Vía	Nombre	Número	COORDENADA X	COORDENADA Y	LONGITUD	LATITUD	DIRECCION
0	168755	ENVASES	NaN	Env 3200 CL	1.0	1	CENTRO	NaN	PLAZA	SALESAS	9.0	441062.99	4475052.45	-3.694768	40.424017	PLAZA SALESAS. 9
1	168755	VIDRIO	NaN	V 2200 CL VACRI	1.0	1	CENTRO	NaN	PLAZA	SALESAS	9.0	441062.99	4475052.45	-3.694768	40.424017	PLAZA SALESAS. 9
2	168753	VIDRIO	NaN	V 2200 CL	1.0	1	CENTRO	NaN	CALLE	MEJIA LEQUERICA	20.0	440680.69	4475502.55	-3.699317	40.428045	CALLE MEJIA LEQUERICA. 20
3	170313	RESTO	NaN	Res 800	1.0	1	FUENCARRAL-EL PARDO	NaN	CALLE	ISLA DE JAVA	55.0	441852.02	4482612.15	-3.686160	40.492174	CALLE ISLA DE JAVA. 55
4	169874	ENVASES	NaN	Env 800	1.0	1	FUENCARRAL-EL PARDO	NaN	AVENIDA	CARDENAL HERRERA ORIA	271.0	438643.32	4481240.57	-3.723888	40.479587	AVENIDA CARDENAL HERRERA ORIA. 271

# Crear diferentes dataframes para los residuos indicados
vidrio_df=contenedores_df.loc[(contenedores_df['Tipo Contenedor']=='VIDRIO')] 
envases_df=contenedores_df.loc[(contenedores_df['Tipo Contenedor']=='ENVASES')]
organico_df=contenedores_df.loc[(contenedores_df['Tipo Contenedor']=='ORGANICA')] 
papel_df=contenedores_df.loc[(contenedores_df['Tipo Contenedor']=='PAPEL-CARTON')] 

# Generar mapa
mapa_contenedor = folium.Map(location=(40.43,-3.65), tiles = 'OpenStreetMap', zoom_start = 12)
# Generar mapas de calor
plugins.HeatMap(data=vidrio_df[['LATITUD', 'LONGITUD']], radius=15, use_local_extrema=True, name="Mapa de calor vidrio").add_to(mapa_contenedor)
plugins.HeatMap(data=envases_df[['LATITUD', 'LONGITUD']], radius=15, use_local_extrema=True, name="Mapa de calor envases").add_to(mapa_contenedor)

# crear objetos de grupo de marcas para los incidentes en el DataFrame
papel = plugins.MarkerCluster( name="Contenedores Papel-Carton").add_to(mapa_contenedor)
organico = plugins.MarkerCluster( name = 'Contenedores organico').add_to(mapa_contenedor)
vidrio = plugins.MarkerCluster( name="Contenedores vidrio").add_to(mapa_contenedor)
envases = plugins.MarkerCluster( name = 'Contenedores envases').add_to(mapa_contenedor)
# procesar el DataFrame y agregue cada punto de datos al grupo de marca
for lat, lng, label in zip(papel_df.LATITUD, papel_df.LONGITUD, papel_df['Descripcion Modelo']):
    folium.Marker(
        location=[lat, lng],
        icon=folium.Icon(color="green", icon="info-sign"),
        popup=label,
        ).add_to(papel)
    
for lat, lng, label in zip(organico_df.LATITUD, organico_df.LONGITUD, organico_df['Descripcion Modelo']):
    folium.Marker(
        location=[lat, lng],
        icon=folium.Icon(color="orange", icon="info-sign"),
        popup=label,
        ).add_to(organico) 
for lat, lng, label in zip(vidrio_df.LATITUD, vidrio_df.LONGITUD, vidrio_df['Descripcion Modelo']):
    folium.Marker(
        location=[lat, lng],
        icon=folium.Icon(color="green", icon="info-sign"),
        popup=label,
        ).add_to(vidrio)
for lat, lng, label in zip(envases_df.LATITUD, envases_df.LONGITUD, envases_df['Descripcion Modelo']):
    folium.Marker(
        location=[lat, lng],
        icon=folium.Icon(color="green", icon="info-sign"),
        popup=label,
        ).add_to(envases)  
folium.LayerControl().add_to(mapa_contenedor)
# publicar el mapa. Contenedores_"apellido alumno".html
mapa_contenedor.save("madrid_contenedores_Marcos_Ibarra_Sento.html")
webbrowser.open_new_tab('madrid_contenedores_Marcos_Ibarra_Sento.html')

True

TAREA 2

Realizar webmapping con mapas de calor de accidentes en 2023 distribuidos por meses (HeatMapWithTime)

Realizar varios mapas de calor de accidentes producidos en la ciudad de Madrid, a lo largo del 2023 y distribuido por meses, que se han visto involucrados conductores diferenciados por sexo (Elegir: Hombre o Mujer) y con vehiculos distintos al turismo.

# Cargar y limpiar tabla de blancos
base_datos= pd.read_excel('2023_Accidentalidad.xlsx')
accidentes_df = base_datos.dropna(subset=['coordenada_x_utm', 'coordenada_y_utm'])

# Transformar coordenadas
transformacion = Transformer.from_crs('epsg:25830','epsg:4258',always_xy=True) 
puntos = list(zip(accidentes_df.coordenada_x_utm,accidentes_df.coordenada_y_utm)) # Crea una lista con todos los puntos
# Se recomienda trabajar con una copia independiente
accidentes_df = accidentes_df.copy()
coorgeo = np.array(list(transformacion.itransform(puntos)))
accidentes_df.loc[:,'longitud'] = coorgeo[:,0]
accidentes_df.loc[:,'latitud'] = coorgeo[:,1]

# Crear una nueva Dataframe que cumpla unas determinadas condiciones
acci_conductor = accidentes_df.loc[(accidentes_df['sexo']=='Hombre')&(accidentes_df['tipo_vehiculo']!='Turismo')]

# Crear un campo en el Dataframe con el valor del mes extraido de la fecha
import datetime
mes = pd.DatetimeIndex(accidentes_df['fecha']).month 
accidentes_df = accidentes_df.assign(mes = mes)  
accidentes_df.head()

	num_expediente	fecha	hora	localizacion	numero	cod_distrito	distrito	tipo_accidente	estado_meteorológico	tipo_vehiculo	...	sexo	cod_lesividad	lesividad	coordenada_x_utm	coordenada_y_utm	positiva_alcohol	positiva_droga	longitud	latitud	mes
0	2023S000001	2023-01-01	01:15:00	AVDA. ALFONSO XIII, 33	33	5.0	CHAMARTÍN	Alcance	Despejado	Todo terreno	...	Mujer	14.0	Sin asistencia sanitaria	443397.166	4478129.388	N	NaN	-3.667528	40.451898	1
1	2023S000001	2023-01-01	01:15:00	AVDA. ALFONSO XIII, 33	33	5.0	CHAMARTÍN	Alcance	Despejado	Todo terreno	...	Hombre	14.0	Sin asistencia sanitaria	443397.166	4478129.388	N	NaN	-3.667528	40.451898	1
2	2023S000001	2023-01-01	01:15:00	AVDA. ALFONSO XIII, 33	33	5.0	CHAMARTÍN	Alcance	Despejado	Todo terreno	...	Hombre	14.0	Sin asistencia sanitaria	443397.166	4478129.388	N	NaN	-3.667528	40.451898	1
3	2023S000001	2023-01-01	01:15:00	AVDA. ALFONSO XIII, 33	33	5.0	CHAMARTÍN	Alcance	Despejado	Todo terreno	...	Mujer	7.0	Asistencia sanitaria sólo en el lugar del acci...	443397.166	4478129.388	N	NaN	-3.667528	40.451898	1
4	2023S000001	2023-01-01	01:15:00	AVDA. ALFONSO XIII, 33	33	5.0	CHAMARTÍN	Alcance	Despejado	Todo terreno	...	Hombre	7.0	Asistencia sanitaria sólo en el lugar del acci...	443397.166	4478129.388	N	NaN	-3.667528	40.451898	1

5 rows × 22 columns

# lista para el slider del visualizador
lista_tiempo = ['Enero','Febrero','Marzo','Abril','Mayo', 'Junio', 'Julio', 'Agosto', 'Septiembre', 'Octubre', 'Noviembre','Diciembre']

# Crear una lista vacia
lista_peso = [] # Crear una lista vacia
# crear un campo nuevo con valor por defecto 1
accidentes_df = accidentes_df.assign(peso = 1)  # crear un campo nuevo con valor por defecto 1
# Rellenar la lista con los campos (Latitud, Longitud y Peso) necesarios para HeatMap
for x in accidentes_df['mes'].sort_values().unique():
   lista_peso.append(accidentes_df.loc[accidentes_df['mes']==x,   # Agrupar los valores con latitud y longitud igual 
                  ['latitud','longitud','peso']].groupby(['latitud','longitud']).sum().reset_index().values.tolist())

# Generar el mapa
madrid_map = folium.Map(location=(40.43,-3.65), control_scale = True, tiles = "cartodb positron", zoom_start = 12)
# Ejecutar el pluging HeatMapWithTime
plugins.HeatMapWithTime(lista_peso, radius = 30, index = lista_tiempo,
                        auto_play = False, min_opacity = 0.5, max_opacity = 1, use_local_extrema=True, name="Accidentes_Turismo_Hombres_2023").add_to(madrid_map)
# publica el mapa. Accidentes_Madrid_"apellido alumno".html
folium.LayerControl().add_to(madrid_map)
madrid_map.save("madrid_acci_Marcos_Ibarra_Sento.html")
webbrowser.open_new_tab('madrid_acci_Marcos_Ibarra_Sento.html')

True